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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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T. Ramkumar

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Review Open access Aug 2026

A Comprehensive Review on Advanced Deep Computational Techniques for Air Pollution Prediction

Comparative analysis indicates that hybrid and Transformer-based models consistently achieve superior predictive performance, while RMSE, MAE, and R² remain the most widely adopted evaluation metrics.

Mary Ann Yeboah, Evans Kotei, T. Ramkumar et al. · 0 citations

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